| correct_response_made | ||
|---|---|---|
| Predictors | Odds Ratios | CI |
| age scaled | 1.2545 | 1.1664 – 1.3493 |
| learning trial scaled | 1.6632 | 1.6003 – 1.7286 |
| reward condition1 | 1.6195 | 1.5376 – 1.7057 |
| block number scaled | 1.2588 | 1.1921 – 1.3293 |
|
age scaled × learning trial scaled |
1.1124 | 1.0703 – 1.1561 |
|
age scaled × reward condition1 |
1.0722 | 1.0179 – 1.1294 |
|
learning trial scaled × reward condition1 |
1.1488 | 1.1150 – 1.1836 |
|
age scaled × block number scaled |
0.9780 | 0.9258 – 1.0331 |
|
learning trial scaled × block number scaled |
1.0684 | 1.0356 – 1.1022 |
|
reward condition1 × block number scaled |
1.0580 | 1.0124 – 1.1057 |
|
age scaled × learning trial scaled × reward condition1 |
1.0462 | 1.0150 – 1.0784 |
|
(age scaled × learning trial scaled) × block number scaled |
1.0065 | 0.9751 – 1.0389 |
|
(age scaled × reward condition1) × block number scaled |
0.9897 | 0.9466 – 1.0347 |
|
(learning trial scaled × reward condition1) × block number scaled |
1.0141 | 0.9845 – 1.0446 |
|
(age scaled × learning trial scaled × reward condition1) × block number scaled |
1.0075 | 0.9775 – 1.0383 |
| Random Effects | ||
| σ2 | 3.29 | |
| τ00 subject_id | 0.17 | |
| τ11 subject_id.re1.learning_trial_scaled | 0.02 | |
| τ11 subject_id.re1.reward_condition1 | 0.07 | |
| τ11 subject_id.re1.block_number_scaled | 0.08 | |
| τ11 subject_id.re1.learning_trial_scaled_by_reward_condition1 | 0.00 | |
| τ11 subject_id.re1.learning_trial_scaled_by_block_number_scaled | 0.00 | |
| τ11 subject_id.re1.reward_condition1_by_block_number_scaled | 0.04 | |
| τ11 subject_id.re1.learning_trial_scaled_by_reward_condition1_by_block_number_scaled | 0.00 | |
| ρ01 | ||
| ρ01 | ||
| ICC | 0.05 | |
| N subject_id | 151 | |
| Observations | 38352 | |
| Marginal R2 / Conditional R2 | 0.146 / 0.188 | |
| correct_response_made | ||
|---|---|---|
| Predictors | Odds Ratios | CI |
| age scaled | 1.0630 | 1.0168 – 1.1112 |
| category rep scaled | 1.2479 | 1.1926 – 1.3057 |
| reward condition1 | 1.7160 | 1.6298 – 1.8068 |
| block number scaled | 1.0946 | 1.0478 – 1.1435 |
|
age scaled × category rep scaled |
1.0572 | 1.0101 – 1.1066 |
|
age scaled × reward condition1 |
1.0705 | 1.0166 – 1.1272 |
|
category rep scaled × reward condition1 |
1.3200 | 1.2616 – 1.3812 |
|
age scaled × block number scaled |
1.0003 | 0.9572 – 1.0453 |
|
category rep scaled × block number scaled |
1.0461 | 0.9999 – 1.0945 |
|
reward condition1 × block number scaled |
1.0953 | 1.0484 – 1.1443 |
|
age scaled × category rep scaled × reward condition1 |
1.0753 | 1.0273 – 1.1255 |
|
(age scaled × category rep scaled) × block number scaled |
1.0225 | 0.9768 – 1.0704 |
|
(age scaled × reward condition1) × block number scaled |
1.0027 | 0.9594 – 1.0479 |
|
(category rep scaled × reward condition1) × block number scaled |
1.0678 | 1.0206 – 1.1171 |
|
(age scaled × category rep scaled × reward condition1) × block number scaled |
1.0283 | 0.9823 – 1.0764 |
| Random Effects | ||
| σ2 | 3.29 | |
| τ00 subject_id | 0.01 | |
| τ11 subject_id.re1.block_number_scaled | 0.01 | |
| τ11 subject_id.re1.reward_condition1 | 0.03 | |
| τ11 subject_id.re1.block_number_scaled_by_reward_condition1 | 0.01 | |
| ρ01 | ||
| ρ01 | ||
| ICC | 0.00 | |
| N subject_id | 151 | |
| Observations | 11267 | |
| Marginal R2 / Conditional R2 | 0.111 / 0.113 | |
| WSLS | ||
|---|---|---|
| Predictors | Odds Ratios | CI |
| age scaled | 1.0283 | 0.9915 – 1.0665 |
| learning trial scaled | 1.0028 | 0.9798 – 1.0262 |
| reward condition1 | 1.7550 | 1.6906 – 1.8218 |
| block number scaled | 1.0467 | 1.0147 – 1.0799 |
|
age scaled × learning trial scaled |
1.0084 | 0.9853 – 1.0321 |
|
age scaled × reward condition1 |
1.0777 | 1.0382 – 1.1187 |
|
learning trial scaled × reward condition1 |
1.1690 | 1.1422 – 1.1963 |
|
age scaled × block number scaled |
0.9789 | 0.9489 – 1.0099 |
|
learning trial scaled × block number scaled |
0.9845 | 0.9620 – 1.0076 |
|
reward condition1 × block number scaled |
1.0770 | 1.0523 – 1.1022 |
|
age scaled × learning trial scaled × reward condition1 |
1.0186 | 0.9952 – 1.0425 |
|
(age scaled × learning trial scaled) × block number scaled |
1.0111 | 0.9879 – 1.0349 |
|
(age scaled × reward condition1) × block number scaled |
0.9966 | 0.9737 – 1.0200 |
|
(learning trial scaled × reward condition1) × block number scaled |
0.9908 | 0.9681 – 1.0141 |
|
(age scaled × learning trial scaled × reward condition1) × block number scaled |
0.9749 | 0.9525 – 0.9978 |
| Random Effects | ||
| σ2 | 3.29 | |
| τ00 subject_id | 0.03 | |
| τ11 subject_id.re1.reward_condition1 | 0.03 | |
| τ11 subject_id.re1.block_number_scaled | 0.02 | |
| ρ01 | ||
| ρ01 | ||
| ICC | 0.01 | |
| N subject_id | 151 | |
| Observations | 34390 | |
| Marginal R2 / Conditional R2 | 0.097 / 0.105 | |
| reward_condition | mean_WSLS | se_WSLS |
|---|---|---|
| Category-Predictive | 0.6693 | 0.01003 |
| Exemplar-Predictive | 0.5899 | 0.01064 |
| choice | ||
|---|---|---|
| Predictors | Odds Ratios | CI |
| prior cat reward scaled | 1.8918 | 1.7996 – 1.9886 |
| prior stim reward scaled | 4.0021 | 3.5792 – 4.4750 |
| reward condition1 | 0.9662 | 0.9324 – 1.0011 |
| learning trial scaled | 0.8433 | 0.8137 – 0.8740 |
| age scaled | 0.9354 | 0.8718 – 1.0037 |
|
prior cat reward scaled × reward condition1 |
1.5922 | 1.5218 – 1.6659 |
|
prior stim reward scaled × reward condition1 |
1.1055 | 1.0358 – 1.1800 |
|
prior cat reward scaled × learning trial scaled |
1.0757 | 1.0387 – 1.1140 |
|
prior stim reward scaled × learning trial scaled |
1.0595 | 1.0050 – 1.1169 |
|
reward condition1 × learning trial scaled |
0.9712 | 0.9473 – 0.9957 |
|
prior cat reward scaled × age scaled |
1.0388 | 0.9883 – 1.0918 |
|
prior stim reward scaled × age scaled |
1.3194 | 1.1807 – 1.4743 |
|
reward condition1 × age scaled |
0.9863 | 0.9517 – 1.0222 |
|
learning trial scaled × age scaled |
0.9764 | 0.9420 – 1.0120 |
|
(prior cat reward scaled × reward condition1) × learning trial scaled |
1.1822 | 1.1388 – 1.2273 |
|
(prior stim reward scaled × reward condition1) × learning trial scaled |
0.8995 | 0.8564 – 0.9449 |
|
(prior cat reward scaled × reward condition1) × age scaled |
1.0558 | 1.0093 – 1.1045 |
|
(prior stim reward scaled × reward condition1) × age scaled |
1.0297 | 0.9643 – 1.0995 |
|
(prior cat reward scaled × learning trial scaled) × age scaled |
1.0301 | 0.9944 – 1.0670 |
|
(prior stim reward scaled × learning trial scaled) × age scaled |
0.9847 | 0.9335 – 1.0386 |
|
(reward condition1 × learning trial scaled) × age scaled |
1.0006 | 0.9758 – 1.0260 |
|
(prior cat reward scaled × reward condition1 × learning trial scaled) × age scaled |
1.0441 | 1.0056 – 1.0842 |
|
(prior stim reward scaled × reward condition1 × learning trial scaled) × age scaled |
0.9644 | 0.9174 – 1.0138 |
| Random Effects | ||
| σ2 | 3.29 | |
| τ00 subject_id | 0.17 | |
| τ11 subject_id.re1.prior_cat_reward_scaled | 0.05 | |
| τ11 subject_id.re1.prior_stim_reward_scaled | 0.40 | |
| τ11 subject_id.re1.reward_condition1 | 0.03 | |
| τ11 subject_id.re1.learning_trial_scaled | 0.03 | |
| τ11 subject_id.re1.prior_cat_reward_scaled_by_reward_condition1 | 0.03 | |
| τ11 subject_id.re1.prior_stim_reward_scaled_by_reward_condition1 | 0.09 | |
| τ11 subject_id.re1.prior_cat_reward_scaled_by_learning_trial_scaled | 0.00 | |
| τ11 subject_id.re1.prior_stim_reward_scaled_by_learning_trial_scaled | 0.02 | |
| τ11 subject_id.re1.reward_condition1_by_learning_trial_scaled | 0.00 | |
| τ11 subject_id.re1.prior_cat_reward_scaled_by_reward_condition1_by_learning_trial_scaled | 0.01 | |
| τ11 subject_id.re1.prior_stim_reward_scaled_by_reward_condition1_by_learning_trial_scaled | 0.01 | |
| ρ01 | ||
| ρ01 | ||
| ICC | 0.05 | |
| N subject_id | 151 | |
| Observations | 45702 | |
| Marginal R2 / Conditional R2 | 0.504 / 0.529 | |
| subject_id | mean_mem | se_mem |
|---|---|---|
| 3718 | 0.8177 | NA |
| 3722 | 0.7917 | NA |
| 3768 | 0.75 | NA |
| 3770 | 0.6615 | NA |
| 3812 | 0.6702 | NA |
| 3816 | 0.776 | NA |
| 3817 | 0.6771 | NA |
| 3834 | 0.6667 | NA |
| 3835 | 0.7016 | NA |
| 3838 | 0.6878 | NA |
| 3841 | 0.776 | NA |
| 3844 | 0.7188 | NA |
| 3848 | 0.7407 | NA |
| 3853 | 0.7812 | NA |
| 3855 | 0.6562 | NA |
| 3856 | 0.7604 | NA |
| 3857 | 0.6979 | NA |
| 3861 | 0.8385 | NA |
| 3862 | 0.7135 | NA |
| 3871 | 0.5885 | NA |
| 3878 | 0.6875 | NA |
| 3883 | 0.776 | NA |
| 3898 | 0.7016 | NA |
| 3994 | 0.7604 | NA |
| 3998 | 0.8438 | NA |
| 3999 | 0.7083 | NA |
| 4003 | 0.724 | NA |
| 4007 | 0.6387 | NA |
| 4008 | 0.7812 | NA |
| 4011 | 0.8177 | NA |
| 4016 | 0.7812 | NA |
| 4022 | 0.7292 | NA |
| 4024 | 0.6719 | NA |
| 4028 | 0.6042 | NA |
| 4032 | 0.8385 | NA |
| 4036 | 0.6771 | NA |
| 4041 | 0.75 | NA |
| 4045 | 0.5885 | NA |
| 4050 | 0.7448 | NA |
| 4052 | 0.7552 | NA |
| 4062 | 0.7708 | NA |
| 4077 | 0.7083 | NA |
| 4087 | 0.6875 | NA |
| 4092 | 0.7135 | NA |
| 4097 | 0.5521 | NA |
| 4098 | 0.7708 | NA |
| 4284 | 0.7292 | NA |
| 4293 | 0.6875 | NA |
| 4294 | 0.7865 | NA |
| 4300 | 0.75 | NA |
| 4306 | 0.6823 | NA |
| 4487 | 0.6823 | NA |
| 4491 | 0.724 | NA |
| 4494 | 0.7865 | NA |
| 4495 | 0.8125 | NA |
| 4500 | 0.8281 | NA |
| 4506 | 0.8021 | NA |
| 4507 | 0.7448 | NA |
| 4508 | 0.8281 | NA |
| 4516 | 0.7031 | NA |
| 4521 | 0.7656 | NA |
| 4855 | 0.7487 | NA |
| 4857 | 0.7812 | NA |
| 5174 | 0.7135 | NA |
| 5175 | 0.625 | NA |
| 5178 | 0.7083 | NA |
| 5191 | 0.7604 | NA |
| 5193 | 0.776 | NA |
| 5433 | 0.7812 | NA |
| 5560 | 0.5604 | NA |
| 5565 | 0.7344 | NA |
| 5592 | 0.7865 | NA |
| 5626 | 0.7708 | NA |
| 5635 | 0.8281 | NA |
| 5639 | 0.6302 | NA |
| 5640 | 0.8542 | NA |
| 5641 | 0.8177 | NA |
| 5714 | 0.6667 | NA |
| 5719 | 0.6406 | NA |
| 5720 | 0.724 | NA |
| 5723 | 0.5104 | NA |
| 5757 | 0.7135 | NA |
| 5759 | 0.7344 | NA |
| 5809 | 0.7812 | NA |
| 5810 | 0.6094 | NA |
| 5811 | 0.776 | NA |
| 5813 | 0.6719 | NA |
| 5866 | 0.776 | NA |
| 5878 | 0.7344 | NA |
| 5884 | 0.7083 | NA |
| 5885 | 0.8542 | NA |
| 5887 | 0.7448 | NA |
| 5888 | 0.6283 | NA |
| 5889 | 0.8177 | NA |
| 5890 | 0.7656 | NA |
| 5938 | 0.6927 | NA |
| 6055 | 0.6302 | NA |
| 6130 | 0.6979 | NA |
| 6131 | 0.6719 | NA |
| 6132 | 0.7396 | NA |
| 6135 | 0.8542 | NA |
| 6153 | 0.6302 | NA |
| 6212 | 0.7031 | NA |
| 6217 | 0.7708 | NA |
| 6223 | 0.7448 | NA |
| 6256 | 0.6615 | NA |
| 6275 | 0.776 | NA |
| 6279 | 0.8333 | NA |
| 6280 | 0.8021 | NA |
| 6285 | 0.8115 | NA |
| 6286 | 0.6979 | NA |
| 6289 | 0.8125 | NA |
| 6292 | 0.7865 | NA |
| 6293 | 0.7188 | NA |
| 6294 | 0.7917 | NA |
| 6295 | 0.7344 | NA |
| 6380 | 0.6667 | NA |
| 6381 | 0.7016 | NA |
| 6407 | 0.6458 | NA |
| 6409 | 0.8281 | NA |
| 6410 | 0.7917 | NA |
| 6411 | 0.6458 | NA |
| 6414 | 0.7708 | NA |
| 6416 | 0.776 | NA |
| 6417 | 0.6615 | NA |
| 6460 | 0.651 | NA |
| 6461 | 0.6354 | NA |
| 6489 | 0.7812 | NA |
| 6490 | 0.849 | NA |
| 7056 | 0.7396 | NA |
| 7077 | 0.5521 | NA |
| 7083 | 0.6667 | NA |
| 7145 | 0.8177 | NA |
| 7147 | 0.6979 | NA |
| 7148 | 0.7292 | NA |
| 7196 | 0.8333 | NA |
| 7198 | 0.6387 | NA |
| 7199 | 0.7396 | NA |
| 7200 | 0.8281 | NA |
| 7240 | 0.6875 | NA |
| 7253 | 0.6354 | NA |
| 7579 | 0.4688 | NA |
| 7647 | 0.8542 | NA |
| 7653 | 0.7656 | NA |
| 7654 | 0.7292 | NA |
| 7695 | 0.5729 | NA |
| 7717 | 0.6771 | NA |
| 7731 | 0.8229 | NA |
| 7733 | 0.7917 | NA |
| 7909 | 0.6927 | NA |
| 8071 | 0.6406 | NA |
| age_group | mean_mem | se_mem |
|---|---|---|
| Children | 0.7122 | 0.01077 |
| Adolescents | 0.729 | 0.01024 |
| Adults | 0.741 | 0.01065 |
| mean_delay | sd_delay | min_delay | max_delay |
|---|---|---|---|
| 7.132 | 1.3 | 6 | 10 |
| memory_delay | n |
|---|---|
| 6 | 69 |
| 7 | 32 |
| 8 | 21 |
| 9 | 19 |
| 10 | 10 |
| AUC | ||
|---|---|---|
| Predictors | Estimates | CI |
| age scaled | 0.0147 | 0.0009 – 0.0285 |
| reward condition1 | -0.0091 | -0.0135 – -0.0047 |
| stim rep scaled | 0.0432 | 0.0388 – 0.0475 |
|
age scaled × reward condition1 |
-0.0042 | -0.0086 – 0.0002 |
|
age scaled × stim rep scaled |
-0.0006 | -0.0049 – 0.0038 |
|
reward condition1 × stim rep scaled |
0.0011 | -0.0033 – 0.0055 |
|
(age scaled × reward condition1) × stim rep scaled |
0.0023 | -0.0021 – 0.0067 |
| Random Effects | ||
| σ2 | 0.00 | |
| τ00 subject_id | 0.01 | |
| ICC | 0.60 | |
| N subject_id | 151 | |
| Observations | 912 | |
| Marginal R2 / Conditional R2 | 0.162 / 0.662 | |
| foil_type | mean_auc | se_auc |
|---|---|---|
| category | 0.8319 | 0.006013 |
| exemplar | 0.7118 | 0.005556 |
| AUC | ||
|---|---|---|
| Predictors | Estimates | CI |
| age scaled | 0.0159 | 0.0023 – 0.0294 |
| reward condition1 | -0.0084 | -0.0132 – -0.0036 |
| foil type1 | 0.0600 | 0.0552 – 0.0648 |
|
age scaled × reward condition1 |
-0.0042 | -0.0090 – 0.0006 |
| age scaled × foil type1 | 0.0021 | -0.0027 – 0.0069 |
|
reward condition1 × foil type1 |
0.0013 | -0.0035 – 0.0061 |
|
age scaled × reward condition1 × foil type1 |
0.0016 | -0.0032 – 0.0063 |
| Random Effects | ||
| σ2 | 0.00 | |
| τ00 subject_id | 0.01 | |
| ICC | 0.63 | |
| N subject_id | 151 | |
| Observations | 608 | |
| Marginal R2 / Conditional R2 | 0.286 / 0.739 | |
| AUC | ||
|---|---|---|
| Predictors | Estimates | CI |
| age scaled | 0.0123 | -0.0012 – 0.0258 |
| reward condition1 | -0.0083 | -0.0131 – -0.0034 |
| foil type1 | 0.0598 | 0.0549 – 0.0646 |
| memory delay scaled | -0.0148 | -0.0281 – -0.0014 |
|
age scaled × reward condition1 |
-0.0038 | -0.0088 – 0.0011 |
| age scaled × foil type1 | 0.0016 | -0.0034 – 0.0065 |
|
reward condition1 × foil type1 |
0.0014 | -0.0034 – 0.0063 |
|
age scaled × memory delay scaled |
-0.0137 | -0.0272 – -0.0002 |
|
reward condition1 × memory delay scaled |
0.0021 | -0.0028 – 0.0069 |
|
foil type1 × memory delay scaled |
-0.0026 | -0.0075 – 0.0023 |
|
age scaled × reward condition1 × foil type1 |
0.0019 | -0.0030 – 0.0068 |
|
(age scaled × reward condition1) × memory delay scaled |
0.0013 | -0.0036 – 0.0063 |
|
(age scaled × foil type1) × memory delay scaled |
-0.0020 | -0.0069 – 0.0030 |
|
(reward condition1 × foil type1) × memory delay scaled |
-0.0001 | -0.0050 – 0.0048 |
|
(age scaled × reward condition1 × foil type1) × memory delay scaled |
0.0021 | -0.0028 – 0.0070 |
| Random Effects | ||
| σ2 | 0.00 | |
| τ00 subject_id | 0.01 | |
| ICC | 0.62 | |
| N subject_id | 151 | |
| Observations | 604 | |
| Marginal R2 / Conditional R2 | 0.312 / 0.738 | |
| est | ||
|---|---|---|
| Predictors | Estimates | CI |
| abstraction1 | -0.4633 | -0.5361 – -0.3905 |
| reward condition1 | 0.2448 | 0.1720 – 0.3175 |
| age scaled | 0.1835 | 0.0839 – 0.2831 |
|
abstraction1 × reward condition1 |
0.3241 | 0.2513 – 0.3969 |
| abstraction1 × age scaled | -0.0723 | -0.1452 – 0.0005 |
|
reward condition1 × age scaled |
0.0542 | -0.0186 – 0.1271 |
|
(abstraction1 × reward condition1) × age scaled |
0.0567 | -0.0162 – 0.1295 |
| Random Effects | ||
| σ2 | 0.83 | |
| τ00 subject_id | 0.18 | |
| ICC | 0.18 | |
| N subject_id | 151 | |
| Observations | 604 | |
| Marginal R2 / Conditional R2 | 0.296 / 0.422 | |
| est | ||
|---|---|---|
| Predictors | Estimates | CI |
| reward condition1 | -0.0794 | -0.1621 – 0.0034 |
| Random Effects | ||
| σ2 | 0.53 | |
| τ00 subject_id | 0.59 | |
| ICC | 0.52 | |
| N subject_id | 151 | |
| Observations | 302 | |
| Marginal R2 / Conditional R2 | 0.006 / 0.526 | |
| est | ||
|---|---|---|
| Predictors | Estimates | CI |
| reward condition1 | 0.5689 | 0.4688 – 0.6690 |
| Random Effects | ||
| σ2 | 0.78 | |
| τ00 subject_id | 0.20 | |
| ICC | 0.20 | |
| N subject_id | 151 | |
| Observations | 302 | |
| Marginal R2 / Conditional R2 | 0.250 / 0.400 | |
| beta_e_scaled | ||
|---|---|---|
| Predictors | Estimates | CI |
| beta c scaled | -0.0555 | -0.1753 – 0.0643 |
| age scaled | 0.2633 | 0.1146 – 0.4120 |
| block condition1 | -0.0414 | -0.1421 – 0.0594 |
|
beta c scaled × age scaled |
-0.0594 | -0.1793 – 0.0605 |
|
beta c scaled × block condition1 |
-0.1260 | -0.2325 – -0.0195 |
|
age scaled × block condition1 |
0.0458 | -0.0568 – 0.1484 |
|
beta c scaled × age scaled × block condition1 |
-0.0000 | -0.1079 – 0.1078 |
| Random Effects | ||
| σ2 | 0.46 | |
| τ00 subject_id | 0.48 | |
| ICC | 0.51 | |
| N subject_id | 151 | |
| Observations | 302 | |
| Marginal R2 / Conditional R2 | 0.076 / 0.548 | |
##
## Call:
## lm(formula = beta_e_scaled ~ beta_c_scaled * age_scaled, data = beta_ests_wide_exemp_pred)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.5077 -0.5259 0.0725 0.5729 2.8088
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.019e-05 7.690e-02 0.000 0.9998
## beta_c_scaled 1.469e-01 7.715e-02 1.904 0.0589 .
## age_scaled 3.138e-01 7.730e-02 4.059 7.98e-05 ***
## beta_c_scaled:age_scaled -9.041e-02 7.599e-02 -1.190 0.2361
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.9449 on 147 degrees of freedom
## Multiple R-squared: 0.125, Adjusted R-squared: 0.1072
## F-statistic: 7.001 on 3 and 147 DF, p-value: 0.0001961
| beta_e_scaled | ||
|---|---|---|
| Predictors | Estimates | CI |
| beta c scaled | 0.1469 | -0.0056 – 0.2994 |
| age scaled | 0.3138 | 0.1610 – 0.4665 |
|
beta c scaled × age scaled |
-0.0904 | -0.2406 – 0.0598 |
| Observations | 151 | |
| R2 / R2 adjusted | 0.125 / 0.107 | |
##
## Call:
## lm(formula = beta_e_scaled ~ beta_c_scaled * age_scaled, data = beta_ests_wide_cat_pred)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.77429 -0.64728 0.09172 0.69235 2.25603
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.01733 0.08263 0.210 0.83420
## beta_c_scaled -0.04539 0.08352 -0.543 0.58766
## age_scaled 0.22259 0.08344 2.668 0.00849 **
## beta_c_scaled:age_scaled -0.07484 0.08586 -0.872 0.38482
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.9855 on 147 degrees of freedom
## Multiple R-squared: 0.04813, Adjusted R-squared: 0.0287
## F-statistic: 2.477 on 3 and 147 DF, p-value: 0.06364
##
## Call:
## lm(formula = total_points ~ est, data = beta_ests_points_c_c)
##
## Residuals:
## Min 1Q Median 3Q Max
## -279.190 -35.267 4.625 38.436 106.329
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 101.430 7.660 13.241 < 2e-16 ***
## est 38.762 4.837 8.013 2.99e-13 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 56.58 on 149 degrees of freedom
## Multiple R-squared: 0.3012, Adjusted R-squared: 0.2965
## F-statistic: 64.21 on 1 and 149 DF, p-value: 2.986e-13
| total_points | ||
|---|---|---|
| Predictors | Estimates | CI |
| est | 38.7624 | 29.2036 – 48.3212 |
| Observations | 151 | |
| R2 / R2 adjusted | 0.301 / 0.296 | |
##
## Call:
## lm(formula = total_points ~ est, data = beta_ests_points_e_c)
##
## Residuals:
## Min 1Q Median 3Q Max
## -267.742 -34.803 7.474 43.234 123.277
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 133.74 8.64 15.480 <2e-16 ***
## est 10.84 4.37 2.482 0.0142 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 66.33 on 149 degrees of freedom
## Multiple R-squared: 0.03969, Adjusted R-squared: 0.03324
## F-statistic: 6.158 on 1 and 149 DF, p-value: 0.01419
| total_points | ||
|---|---|---|
| Predictors | Estimates | CI |
| est | 10.8435 | 2.2090 – 19.4780 |
| Observations | 151 | |
| R2 / R2 adjusted | 0.040 / 0.033 | |
##
## Call:
## lm(formula = total_points ~ est, data = beta_ests_points_c_e)
##
## Residuals:
## Min 1Q Median 3Q Max
## -324.49 -44.22 2.05 55.39 193.40
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 158.021 7.093 22.28 <2e-16 ***
## est -6.648 6.924 -0.96 0.339
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 86.48 on 149 degrees of freedom
## Multiple R-squared: 0.006149, Adjusted R-squared: -0.0005209
## F-statistic: 0.9219 on 1 and 149 DF, p-value: 0.3385
| total_points | ||
|---|---|---|
| Predictors | Estimates | CI |
| est | -6.6479 | -20.3292 – 7.0335 |
| Observations | 151 | |
| R2 / R2 adjusted | 0.006 / -0.001 | |
##
## Call:
## lm(formula = total_points ~ est, data = beta_ests_points_e_e)
##
## Residuals:
## Min 1Q Median 3Q Max
## -304.605 -36.510 -4.854 48.317 219.487
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 56.772 13.106 4.332 2.71e-05 ***
## est 58.972 6.908 8.537 1.47e-14 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 71.08 on 149 degrees of freedom
## Multiple R-squared: 0.3285, Adjusted R-squared: 0.324
## F-statistic: 72.88 on 1 and 149 DF, p-value: 1.468e-14
| total_points | ||
|---|---|---|
| Predictors | Estimates | CI |
| est | 58.9724 | 45.3227 – 72.6221 |
| Observations | 151 | |
| R2 / R2 adjusted | 0.328 / 0.324 | |
| mem_acc | ||
|---|---|---|
| Predictors | Odds Ratios | CI |
| age z | 1.0752 | 0.9608 – 1.2033 |
| reward condition1 | 0.9350 | 0.8881 – 0.9844 |
| abs reward z | 1.0180 | 0.9767 – 1.0610 |
| reward sign1 | 0.9407 | 0.9000 – 0.9832 |
| age z × reward condition1 | 0.9486 | 0.9011 – 0.9986 |
| age z × abs reward z | 0.9997 | 0.9594 – 1.0416 |
|
reward condition1 × abs reward z |
0.9412 | 0.9031 – 0.9810 |
| age z × reward sign1 | 0.9914 | 0.9486 – 1.0361 |
|
reward condition1 × reward sign1 |
0.9945 | 0.9549 – 1.0357 |
|
abs reward z × reward sign1 |
0.9861 | 0.9461 – 1.0279 |
|
(age z × reward condition1) × abs reward z |
0.9358 | 0.8981 – 0.9751 |
|
age z × reward condition1 × reward sign1 |
0.9933 | 0.9539 – 1.0344 |
|
age z × abs reward z × reward sign1 |
1.0146 | 0.9736 – 1.0572 |
|
reward condition1 × abs reward z × reward sign1 |
0.9755 | 0.9358 – 1.0168 |
|
age z × reward condition1 × abs reward z × reward sign1 |
1.0175 | 0.9765 – 1.0603 |
| Random Effects | ||
| σ2 | 3.29 | |
| τ00 subject_id | 0.43 | |
| τ11 subject_id.re1.reward_condition1 | 0.04 | |
| τ11 subject_id.re1.reward_sign1 | 0.01 | |
| ρ01 | ||
| ρ01 | ||
| ICC | 0.12 | |
| N subject_id | 151 | |
| Observations | 13669 | |
| Marginal R2 / Conditional R2 | 0.008 / 0.122 | |
## Linear mixed model fit by REML. t-tests use Satterthwaite's method [
## lmerModLmerTest]
## Formula: AUC ~ age_scaled * points_scaled * abstraction * reward_condition +
## (1 | subject_id)
## Data: data
##
## REML criterion at convergence: -1249
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -3.4573 -0.5178 0.0325 0.6283 2.5841
##
## Random effects:
## Groups Name Variance Std.Dev.
## subject_id (Intercept) 0.005858 0.07654
## Residual 0.003619 0.06016
## Number of obs: 608, groups: subject_id, 151
##
## Fixed effects:
## Estimate Std. Error
## (Intercept) 7.710e-01 6.843e-03
## age_scaled 1.277e-02 6.865e-03
## points_scaled 8.960e-03 4.357e-03
## abstraction1 6.032e-02 2.607e-03
## reward_condition1 -6.419e-03 2.675e-03
## age_scaled:points_scaled -3.026e-04 4.321e-03
## age_scaled:abstraction1 4.972e-04 2.655e-03
## points_scaled:abstraction1 5.044e-03 2.941e-03
## age_scaled:reward_condition1 -2.624e-03 2.755e-03
## points_scaled:reward_condition1 -3.825e-03 3.593e-03
## abstraction1:reward_condition1 -1.082e-04 2.607e-03
## age_scaled:points_scaled:abstraction1 1.693e-04 2.780e-03
## age_scaled:points_scaled:reward_condition1 -4.781e-03 3.312e-03
## age_scaled:abstraction1:reward_condition1 -9.863e-04 2.655e-03
## points_scaled:abstraction1:reward_condition1 6.957e-03 2.941e-03
## age_scaled:points_scaled:abstraction1:reward_condition1 4.803e-03 2.780e-03
## df t value
## (Intercept) 1.532e+02 112.665
## age_scaled 1.554e+02 1.859
## points_scaled 5.791e+02 2.057
## abstraction1 4.379e+02 23.134
## reward_condition1 4.485e+02 -2.400
## age_scaled:points_scaled 5.898e+02 -0.070
## age_scaled:abstraction1 4.379e+02 0.187
## points_scaled:abstraction1 4.379e+02 1.715
## age_scaled:reward_condition1 4.531e+02 -0.953
## points_scaled:reward_condition1 5.070e+02 -1.065
## abstraction1:reward_condition1 4.379e+02 -0.041
## age_scaled:points_scaled:abstraction1 4.379e+02 0.061
## age_scaled:points_scaled:reward_condition1 4.987e+02 -1.443
## age_scaled:abstraction1:reward_condition1 4.379e+02 -0.372
## points_scaled:abstraction1:reward_condition1 4.379e+02 2.366
## age_scaled:points_scaled:abstraction1:reward_condition1 4.379e+02 1.728
## Pr(>|t|)
## (Intercept) <2e-16 ***
## age_scaled 0.0649 .
## points_scaled 0.0402 *
## abstraction1 <2e-16 ***
## reward_condition1 0.0168 *
## age_scaled:points_scaled 0.9442
## age_scaled:abstraction1 0.8515
## points_scaled:abstraction1 0.0870 .
## age_scaled:reward_condition1 0.3413
## points_scaled:reward_condition1 0.2876
## abstraction1:reward_condition1 0.9669
## age_scaled:points_scaled:abstraction1 0.9515
## age_scaled:points_scaled:reward_condition1 0.1496
## age_scaled:abstraction1:reward_condition1 0.7104
## points_scaled:abstraction1:reward_condition1 0.0184 *
## age_scaled:points_scaled:abstraction1:reward_condition1 0.0848 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
| AUC | ||
|---|---|---|
| Predictors | Estimates | CI |
| age scaled | 0.0128 | -0.0007 – 0.0262 |
| points scaled | 0.0090 | 0.0004 – 0.0175 |
| abstraction1 | 0.0603 | 0.0552 – 0.0654 |
| reward condition1 | -0.0064 | -0.0117 – -0.0012 |
|
age scaled × points scaled |
-0.0003 | -0.0088 – 0.0082 |
| age scaled × abstraction1 | 0.0005 | -0.0047 – 0.0057 |
|
points scaled × abstraction1 |
0.0050 | -0.0007 – 0.0108 |
|
age scaled × reward condition1 |
-0.0026 | -0.0080 – 0.0028 |
|
points scaled × reward condition1 |
-0.0038 | -0.0109 – 0.0032 |
|
abstraction1 × reward condition1 |
-0.0001 | -0.0052 – 0.0050 |
|
age scaled × points scaled × abstraction1 |
0.0002 | -0.0053 – 0.0056 |
|
age scaled × points scaled × reward condition1 |
-0.0048 | -0.0113 – 0.0017 |
|
age scaled × abstraction1 × reward condition1 |
-0.0010 | -0.0062 – 0.0042 |
|
points scaled × abstraction1 × reward condition1 |
0.0070 | 0.0012 – 0.0127 |
|
age scaled × points scaled × abstraction1 × reward condition1 |
0.0048 | -0.0007 – 0.0103 |
| Random Effects | ||
| σ2 | 0.00 | |
| τ00 subject_id | 0.01 | |
| ICC | 0.62 | |
| N subject_id | 151 | |
| Observations | 608 | |
| Marginal R2 / Conditional R2 | 0.303 / 0.734 | |
| AUC | ||
|---|---|---|
| Predictors | Estimates | CI |
| age scaled | 0.0097 | -0.0036 – 0.0230 |
| beta scaled | 0.0180 | 0.0087 – 0.0273 |
| abstraction1 | 0.0610 | 0.0560 – 0.0659 |
| reward condition1 | -0.0052 | -0.0103 – -0.0002 |
| age scaled × beta scaled | 0.0159 | 0.0051 – 0.0267 |
| age scaled × abstraction1 | 0.0038 | -0.0012 – 0.0088 |
|
beta scaled × abstraction1 |
-0.0044 | -0.0098 – 0.0009 |
|
age scaled × reward condition1 |
-0.0003 | -0.0054 – 0.0048 |
|
beta scaled × reward condition1 |
-0.0097 | -0.0158 – -0.0035 |
|
abstraction1 × reward condition1 |
-0.0001 | -0.0051 – 0.0048 |
|
age scaled × beta scaled × abstraction1 |
-0.0041 | -0.0099 – 0.0018 |
|
age scaled × beta scaled × reward condition1 |
-0.0075 | -0.0141 – -0.0009 |
|
age scaled × abstraction1 × reward condition1 |
0.0011 | -0.0039 – 0.0061 |
|
beta scaled × abstraction1 × reward condition1 |
-0.0006 | -0.0059 – 0.0048 |
|
age scaled × beta scaled × abstraction1 × reward condition1 |
0.0044 | -0.0014 – 0.0102 |
| Random Effects | ||
| σ2 | 0.00 | |
| τ00 subject_id | 0.01 | |
| ICC | 0.62 | |
| N subject_id | 151 | |
| Observations | 608 | |
| Marginal R2 / Conditional R2 | 0.322 / 0.741 | |
| AUC | ||
|---|---|---|
| Predictors | Estimates | CI |
| age scaled | 0.0196 | 0.0054 – 0.0337 |
| beta scaled | 0.0000 | -0.0083 – 0.0084 |
| abstraction1 | 0.0593 | 0.0536 – 0.0649 |
| reward condition1 | -0.0076 | -0.0142 – -0.0010 |
| age scaled × beta scaled | -0.0017 | -0.0101 – 0.0066 |
| age scaled × abstraction1 | 0.0025 | -0.0033 – 0.0082 |
|
beta scaled × abstraction1 |
0.0070 | 0.0014 – 0.0126 |
|
age scaled × reward condition1 |
-0.0029 | -0.0096 – 0.0039 |
|
beta scaled × reward condition1 |
0.0001 | -0.0069 – 0.0071 |
|
abstraction1 × reward condition1 |
-0.0019 | -0.0075 – 0.0038 |
|
age scaled × beta scaled × abstraction1 |
-0.0012 | -0.0069 – 0.0045 |
|
age scaled × beta scaled × reward condition1 |
-0.0070 | -0.0141 – 0.0001 |
|
age scaled × abstraction1 × reward condition1 |
0.0014 | -0.0043 – 0.0072 |
|
beta scaled × abstraction1 × reward condition1 |
0.0022 | -0.0035 – 0.0078 |
|
age scaled × beta scaled × abstraction1 × reward condition1 |
-0.0023 | -0.0080 – 0.0034 |
| Random Effects | ||
| σ2 | 0.00 | |
| τ00 subject_id | 0.01 | |
| ICC | 0.64 | |
| N subject_id | 151 | |
| Observations | 608 | |
| Marginal R2 / Conditional R2 | 0.290 / 0.741 | |
| Estimate | Std. Error | t value | Pr(>|t|) | |
|---|---|---|---|---|
| (Intercept) | 0.7336 | 0.09476 | 7.742 | 1.38e-12 |
| age_scaled | -0.2009 | 0.09508 | -2.113 | 0.03625 |
| Observations | Residual Std. Error | \(R^2\) | Adjusted \(R^2\) |
|---|---|---|---|
| 151 | 1.164 | 0.0291 | 0.02258 |
| q_init | ||
|---|---|---|
| Predictors | Estimates | CI |
| age scaled | -0.2009 | -0.3888 – -0.0130 |
| Observations | 151 | |
| R2 / R2 adjusted | 0.029 / 0.023 | |
| Estimate | Std. Error | t value | Pr(>|t|) | |
|---|---|---|---|---|
| (Intercept) | -0.6771 | 0.07922 | -8.547 | 1.39e-14 |
| age_scaled | 0.007934 | 0.07949 | 0.09982 | 0.9206 |
| Observations | Residual Std. Error | \(R^2\) | Adjusted \(R^2\) |
|---|---|---|---|
| 151 | 0.9735 | 6.686e-05 | -0.006644 |
| alpha | ||
|---|---|---|
| Predictors | Estimates | CI |
| age scaled | 0.0079 | -0.1491 – 0.1650 |
| Observations | 151 | |
| R2 / R2 adjusted | 0.000 / -0.007 | |